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Multi-objective learning and explanation for stroke risk assessment in Shanxi province

Stroke is the leading cause of death in China (Zhou et al. in The Lancet, 2019). A dataset from Shanxi Province is analyzed to predict the risk of patients at four states (low/medium/high/attack) and to estimate transition probabilities between various states via a SHAP DeepExplainer. To handle the...

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Detalles Bibliográficos
Autores principales: Ma, Jing, Sun, Yiyang, Liu, Junjie, Huang, Huaxiong, Zhou, Xiaoshuang, Xu, Shixin
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9792526/
https://www.ncbi.nlm.nih.gov/pubmed/36572718
http://dx.doi.org/10.1038/s41598-022-26595-z